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Extending Power BI with Python and R - Second Edition

You're reading from  Extending Power BI with Python and R - Second Edition

Product type Book
Published in Mar 2024
Publisher Packt
ISBN-13 9781837639533
Pages 814 pages
Edition 2nd Edition
Languages
Author (1):
Luca Zavarella Luca Zavarella
Profile icon Luca Zavarella

Table of Contents (27) Chapters

Preface 1. Where and How to Use R and Python Scripts in Power BI 2. Configuring R with Power BI 3. Configuring Python with Power BI 4. Solving Common Issues When Using Python and R in Power BI 5. Importing Unhandled Data Objects 6. Using Regular Expressions in Power BI 7. Anonymizing and Pseudonymizing Your Data in Power BI 8. Logging Data from Power BI to External Sources 9. Loading Large Datasets Beyond the Available RAM in Power BI 10. Boosting Data Loading Speed in Power BI with Parquet Format 11. Calling External APIs to Enrich Your Data 12. Calculating Columns Using Complex Algorithms: Distances 13. Calculating Columns Using Complex Algorithms: Fuzzy Matching 14. Calculating Columns Using Complex Algorithms: Optimization Problems 15. Adding Statistical Insights: Associations 16. Adding Statistical Insights: Outliers and Missing Values 17. Using Machine Learning without Premium or Embedded Capacity 18. Using SQL Server External Languages for Advanced Analytics and ML Integration in Power BI 19. Exploratory Data Analysis 20. Using the Grammar of Graphics in Python with plotnine 21. Advanced Visualizations 22. Interactive R Custom Visuals 23. Other Books You May Enjoy
24. Index
Appendix 1: Answers
1. Appendix 2: Glossary

The basics of linear programming

LP algorithms are used in all areas where optimization, and therefore the economy of resources, is critical to the continuation of activities. To understand what this is all about, you need some basic math concepts. Let’s brush up on some of the geometric concepts we learned in college.

Linear equations and inequalities

We have all encountered the term linear equation at least once in our lives. A linear equation, in its simplest sense, is a mathematical relationship between two variables, x and y, of the form ax + by + c = 0, which identifies a straight line on the Cartesian plane:

A graph of x and y axis  Description automatically generated

Figure 14.1: Representation of the linear equation 2x + y = 2

Here, a and b are the coefficients that control the slope and direction of the line on the graph, determining how steep it is and whether it slopes up or down. c is the coefficient that adjusts the position of the line, determining where it crosses the vertical axis. Together, these...

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